Automatic question generation: a review of methodologies, datasets, evaluation metrics, and applications

N Mulla, P Gharpure - Progress in Artificial Intelligence, 2023 - Springer
Question generation in natural language has a wide variety of applications. It can be a
helpful tool for chatbots for generating interesting questions as also for automating the …

A systematic review of automatic question generation for educational purposes

G Kurdi, J Leo, B Parsia, U Sattler… - International Journal of …, 2020 - Springer
While exam-style questions are a fundamental educational tool serving a variety of
purposes, manual construction of questions is a complex process that requires training …

Reinforcement learning based graph-to-sequence model for natural question generation

Y Chen, L Wu, MJ Zaki - arxiv preprint arxiv:1908.04942, 2019 - arxiv.org
Natural question generation (QG) aims to generate questions from a passage and an
answer. Previous works on QG either (i) ignore the rich structure information hidden in …

The interactive reading task: Transformer-based automatic item generation

Y Attali, A Runge, GT LaFlair, K Yancey… - Frontiers in Artificial …, 2022 - frontiersin.org
Automatic item generation (AIG) has the potential to greatly expand the number of items for
educational assessments, while simultaneously allowing for a more construct-driven …

Recent advances in neural question generation

L Pan, W Lei, TS Chua, MY Kan - arxiv preprint arxiv:1905.08949, 2019 - arxiv.org
Emerging research in Neural Question Generation (NQG) has started to integrate a larger
variety of inputs, and generating questions requiring higher levels of cognition. These trends …

Difficulty controllable generation of reading comprehension questions

Y Gao, L Bing, W Chen, MR Lyu, I King - arxiv preprint arxiv:1807.03586, 2018 - arxiv.org
We investigate the difficulty levels of questions in reading comprehension datasets such as
SQuAD, and propose a new question generation setting, named Difficulty-controllable …

Can ChatGPT make reading comprehension testing items on par with human experts?

D Shin, JH Lee - 2023 - scholarspace.manoa.hawaii.edu
Given the recent increased interest in ChatGPT in the L2 teaching and learning community,
the present study sought to examine ChatGPT's potential as a resource for generating L2 …

Difficulty-controllable multi-hop question generation from knowledge graphs

V Kumar, Y Hua, G Ramakrishnan, G Qi, L Gao… - The Semantic Web …, 2019 - Springer
Abstract Knowledge graphs have become ubiquitous data sources and their utility has been
amplified by the research on ability to answer carefully crafted questions over knowledge …

Cross-lingual training for automatic question generation

V Kumar, N Joshi, A Mukherjee… - arxiv preprint arxiv …, 2019 - arxiv.org
Automatic question generation (QG) is a challenging problem in natural language
understanding. QG systems are typically built assuming access to a large number of training …

Evaluating rewards for question generation models

T Hosking, S Riedel - arxiv preprint arxiv:1902.11049, 2019 - arxiv.org
Recent approaches to question generation have used modifications to a Seq2Seq
architecture inspired by advances in machine translation. Models are trained using teacher …